We study the problem of how to get selfishly motivated agents to act pro-socially. We study this through the lens of multi-agent Reinforcement Learning (MARL). Our work has applications to the study of social dilemmas [1]}, algorithmic collusion [2]}, [3]}, [4]} and tragedies of the commons under scarcity of resources [5]}.
